epar uw request 261 mobile tech slide deck 06.20.2014 …...evans school policy analysis &...
TRANSCRIPT
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Evans School Policy Analysis & Research Group (EPAR)
MOBILE COVERAGE
June 2014
GLOBAL, REGIONAL, & NATIONAL MOBILE COVERAGE AND ADOPTION TRENDS
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Evans School Policy Analysis & Research Group (EPAR)
Global Snapshot of Mobile Coverage12% of the world’s population is uncovered
Regional Snapshots of Mobile CoverageAn estimated 427 million people without coverage (52% of those without coverage) are located in Sub-Saharan Africa, South Asia and South East Asia
National Snapshots of Mobile CoverageOver 174 million people live without coverage in selected priority countries
Mobile Adoption and UsagePoor, rural, and female individuals report lower household ownership of a handset
Conclusion & Data Sources
AGENDA
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Evans School Policy Analysis & Research Group (EPAR)
Rural44%Urban
56%
12% of the world’s population lives in areas without mobile coverage.Of the 88% that live within mobile coverage, 44% live in rural areas.Of those that are uncovered, 92% live in rural areas.
Global Coverage Snapshot
Covered88%
Uncovered12%
Rural92%
Urban8%
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Evans School Policy Analysis & Research Group (EPAR)
Global Population Density Inside and Outside Mobile Coverage
The highlighted regions account for 52.2% of the world’s uncovered population, totaling over 427 million people.
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Evans School Policy Analysis & Research Group (EPAR)
Type of Global Mobile Coverage and Population Density
Most mobile coverage in Latin America, Africa, and Asia is GSM.
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Evans School Policy Analysis & Research Group (EPAR)
Africa Percent of population covered increased from 10% to 60% from 1999-2008, a 5.5 percentage point annual increase.1
73% of Africa’s population is estimated to be covered as of 2013.2
Rate of coverage increase is slowing as networks expand into less economically viable areas3 characterized by:1
• Low population density• Low road density• Difficult geography• Lack of proximate electricity grids
1. Aker, J. (2008). Mobile Phones and Economic Development in Africa. The Journal of Economic Perspectives. Vol 23(8).2. Estimate produced by Spatial Dev utilizing LandScan population density dataset and Collins Bartholomew coverage data. Please see data slides for more information. 3. Williams, M, Mayer, R., Minges, M. (2011). Africa’s ICT Infrastructure: Building on the Mobile Revolution. The World Bank: Directions in Development.
Mobile Coverage Trends
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Evans School Policy Analysis & Research Group (EPAR)
The World Bank estimates that a total expenditure of $15.5 billion would be required over the course of 8 years to expand basic GSM service to Africa’s entire population.1
1. Williams, M., Mayer, R., Minges, M. (2011). Africa’s ICT Infrastructure: Building on the Mobile Revolution. The World Bank: Directions in Development.
$15.5 billion
Cost to Expand Coverage
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Evans School Policy Analysis & Research Group (EPAR)
“Even in the most favorable policy and incentive environment, in most countries in
Africa a small but significant proportion of the population will be found in areas that are not
commercially viable. Some form of direct financial subsidy is therefore needed to
provide an incentive for operators to expand their networks into these areas.”
-Williams, M., Mayer, R., Minges, M. (2011). Africa’s ICT Infrastructure: Building on the Mobile Revolution. The World Bank: Directions in
Development.
Key Quote
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Evans School Policy Analysis & Research Group (EPAR)
Global Snapshot of Mobile Coverage
Regional Snapshots of Mobile Coverage
National Snapshots of Mobile Coverage
Mobile Adoption and Usage
Conclusion & Data Sources
AGENDA
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Evans School Policy Analysis & Research Group (EPAR)
Regional Summary Statistics
Region(Russia and China
not included)
Percent of World’s Population Living Outside Coverage
Rural Population Outside Coverage
Number of People Living Outside of
Coverage (Millions)
Western Africa 9.6% 34.2% 79
Southern Africa 1.6% 27.1% 13
Central Africa 8% 61.7% 66
Eastern Africa 14.6% 44.5% 119
Northern Africa 1.2% 11.3% 8.8
South Asia 17% 12% 139
Southeast Asia 11% 21.9% 90.8
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Evans School Policy Analysis & Research Group (EPAR)
Western Africa
9.6% of the world’s uncovered live here
Of this population:
• 24.6% lives outside of mobile coverage
• Over 79 million people
• Rural Population: 70.8%• 34.2% of the rural
population lives outsideof mobile coverage.
• Urban Population: 29.2%• 1.4% of the urban
population lives outsideof mobile coverage.
Key Findings
Data Sources: Coverage Data: GSMA and Collins Bartholomew (2012)Population Density: Landscan (2012)
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Evans School Policy Analysis & Research Group (EPAR)
Southern Africa
1.6% of the world’s uncovered live here
Of this population:
• 14.7% of population lives outside of mobile coverage
• Over 13 million people
• Rural Population: 63.2%• 27.1% of the rural
population lives outsideof mobile coverage.
• Urban Population: 36.8%• 0.05% of the urban
population lives outsideof mobile coverage.
Key Findings
Data Sources: Coverage Data: GSMA and Collins Bartholomew (2012)Population Density: Landscan (2012)
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Evans School Policy Analysis & Research Group (EPAR)
Central Africa
8% of the world’s uncovered live here
Of this population:
• 45.6% of population lives outside of mobile coverage
• Over 66 million people
• Rural Population: 71.7%• 61.7% of the rural
population lives outsideof mobile coverage.
• Urban Population: 29.2%• 4.6% of the urban
population lives outsideof mobile coverage.
Key Findings
Data Sources: Coverage Data: GSMA and Collins Bartholomew (2012)Population Density: Landscan (2012)
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Evans School Policy Analysis & Research Group (EPAR)
Eastern Africa
14.6% of the world’s uncovered live here
Of this population:
• 39.5% of population lives outside of mobile coverage
• Over 119 million people
• Rural Population: 84.2%• 44.5% of the rural
population lives outsideof mobile coverage.
• Urban Population: 15.8%• 13.2% of the urban
population lives outsideof mobile coverage.
Key Findings
Data Sources: Coverage Data: GSMA and Collins Bartholomew (2012)Population Density: Landscan (2012)
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Evans School Policy Analysis & Research Group (EPAR)
Northern Africa
1.2% of the world’s uncovered live here
Of this population:
• 4.3% of population lives outside of mobile coverage
• Over 8.8 million people
• Rural Population: 36.7%• 11.3% of the rural
population lives outsideof mobile coverage.
• Urban Population: 63.3%• 0.03% of the urban
population lives outsideof mobile coverage.
Key Findings
Data Sources: Coverage Data: GSMA and Collins Bartholomew (2012)Population Density: Landscan (2012)
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Evans School Policy Analysis & Research Group (EPAR)
South Asia
17% of the world’s uncovered live here
Of this population:
• 8% of population lives outside of mobile coverage
• Over 139 million people
• Rural Population: 61.8%• 12% of the rural
population lives outsideof mobile coverage.
• Urban Population: 38.2%• 1.4% of the urban
population lives outsideof mobile coverage.
Key Findings
Data Sources: Coverage Data: GSMA and Collins Bartholomew (2012)Population Density: Landscan (2012)
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Evans School Policy Analysis & Research Group (EPAR)
Southeast Asia
11% of the world’s uncovered live here
Of this population:
• 14.7% of population lives outside of mobile coverage
• Over 90.8 million people
• Rural Population: 60.3%• 21.9% of the rural
population lives outsideof mobile coverage.
• Urban Population: 39.7%• 3.7% of the urban
population lives outsideof mobile coverage.
Key Findings
Data Sources: Coverage Data: GSMA and Collins Bartholomew (2012)Population Density: Landscan (2012)
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Evans School Policy Analysis & Research Group (EPAR)
Global Snapshot of Mobile Coverage
Regional Snapshots of Mobile Coverage
National Snapshots of Mobile Coverage
Mobile Adoption and Usage
Conclusion & Data Sources
AGENDA
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Evans School Policy Analysis & Research Group (EPAR)
Summary Statistics – FSP Focus Countries
Country Percent of World’s Population Living Outside Coverage
Rural Population Outside Coverage
Number of People Living Outside of
Coverage (Millions)
Bangladesh 0.15% 0.7% 0.8
Ethiopia 9.92% 95.5% 81.4
Indonesia 4.6% 26% 38
Kenya 0.4% 11.5% 3
Nigeria 4.7% 31.9% 38.8
Pakistan 1% 7.8% 7.9
Tanzania 0.4% 8.7% 3.4
Uganda 0.1% 3.4% 1
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Evans School Policy Analysis & Research Group (EPAR)
Bangladesh0.1% of the world’s uncovered live here
• 0.5% of the population lives outside of mobile coverage
• Over 800,000 people
• Rural Population: 72%• 0.7% of the rural
population lives outsideof mobile coverage.
• Urban Population: 28%• 0.03% of the urban
population lives outsideof mobile coverage.
Key Findings
Data Sources: Coverage Data: GSMA and Collins Bartholomew (2012)Population Density: Landscan (2012)
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Evans School Policy Analysis & Research Group (EPAR)
*Data Source: Coverage Data Provided by GSMA
Coverage Trends
Bangladesh
82%
90% 90% 90%
94%
97% 97% 99%
60%
65%
70%
75%
80%
85%
90%
95%
100%
2004 2005 2006 2007 2008 2009 2010 2011 2012 2013
Perc
enta
ge o
f Po
pula
tion
Co
vere
d
Network Coverage in Bangladesh by % of Population*
banglalink (Global Telecom)
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Evans School Policy Analysis & Research Group (EPAR)
Ethiopia9.92% of the world’s uncovered live here
• 89.3% of the population lives outside of mobile coverage
• Over 81.4 million people
• Rural Population: 88.6%• 95.5% of the rural population
lives outside of mobile coverage.
• Urban Population: 11.4%• 41.8% of the urban population
lives outside of mobile coverage.
Ethio Telecom, the state owned telecommunications company has a monopoly on communications in Ethiopia, which is a key contributing factor to low coverage.1
1. Williams, M., Mayer, R., Minges, M. (2011). Africa’s ICT Infrastructure: Building on the Mobile Revolution. The World Bank: Directions in Development.
Key Findings
Data Sources: Coverage Data: GSMA and Collins Bartholomew (2012)Population Density: Landscan (2012)
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Evans School Policy Analysis & Research Group (EPAR)
Indonesia4.6% of the world’s uncovered live here
• 15.5% of the population lives outside of mobile coverage
• Over 38 million people
• Rural Population: 57.5%• 26% of the rural
population lives outsideof mobile coverage.
• Urban Population: 42.5%• 1.2% of the urban
population lives outsideof mobile coverage.
Key Findings
Data Sources: Coverage Data: GSMA and Collins Bartholomew (2012)Population Density: Landscan (2012)
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Evans School Policy Analysis & Research Group (EPAR)
*Data Source: Coverage Data Provided by GSMA
Coverage Trends
Indonesia
84%
92%
90%90%
80%
82%
84%
86%
88%
90%
92%
94%
2008 2009 2010 2011 2012 2013
Perc
enta
ge o
f Po
pula
tion
Cov
ered
Network Coverage in Indonesia by % of Population
XL (Axiata)
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Evans School Policy Analysis & Research Group (EPAR)
Kenya0.4% of the world’s uncovered live here
• 8.8% of the population lives outside of mobile coverage
• Over 3 million people
• Rural Population: 76.6%• 11.5% of the rural
population lives outsideof mobile coverage.
• Urban Population: 23.4%• 0% of the urban
population lives outsideof mobile coverage.
Key Findings
Data Sources: Coverage Data: GSMA and Collins Bartholomew (2012)Population Density: Landscan (2012)
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Evans School Policy Analysis & Research Group (EPAR)
Nigeria4.7% of the world’s uncovered live here
• 22.9% of the population lives outside of mobile coverage
• Over 38.8 million people
• Rural Population: 71.7%• 31.9% of the rural
population lives outsideof mobile coverage.
• Urban Population: 28.3%• 0.02% of the urban
population lives outsideof mobile coverage.
Key Findings
Data Sources: Coverage Data: GSMA and Collins Bartholomew (2012)Population Density: Landscan (2012)
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Evans School Policy Analysis & Research Group (EPAR)
*Data Source: Coverage Data Provided by GSMA
Coverage Trends
Nigeria
28%
59%
74%78%
89%
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
2008 2009 2010 2011 2012 2013
Perc
enta
ge o
f Po
pula
tion
Cov
ered
Network Coverage in Nigeria by % of Population
Etisalat (EMTS)
MTN
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Evans School Policy Analysis & Research Group (EPAR)
Pakistan1% of the world’s
uncovered live here
• 4.3% of the population lives outside of mobile coverage
• Over 7.9 million people
• Rural Population: 52.4%• 7.8% of the rural
population lives outsideof mobile coverage.
• Urban Population: 47.6%• 0.4% of the urban
population lives outsideof mobile coverage.
Key Findings
Data Sources: Coverage Data: GSMA and Collins Bartholomew (2012)Population Density: Landscan (2012)
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Evans School Policy Analysis & Research Group (EPAR)
*Data Source: Coverage Data Provided by GSMA
Coverage Trends
Pakistan
73%73%
76%
85%85%
66%
68%
70%
72%
74%
76%
78%
80%
82%
84%
86%
2008 2009 2010 2011 2012 2013
Perc
enta
ge o
f Po
pula
tion
Cov
ered
Network Coverage in Nigeria by % of Population
Mobilink (Global Telecom)
PTCL
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Evans School Policy Analysis & Research Group (EPAR)
Tanzania0.4% of the world’s uncovered live here
• 7.3% of the population lives outside of mobile coverage
• Over 3.4 million people
• Rural Population: 88.2%• 8.7% of the rural
population lives outsideof mobile coverage.
• Urban Population: 11.8%• 0% of the urban
population lives outsideof mobile coverage.
Key Findings
Data Sources: Coverage Data: GSMA and Collins Bartholomew (2012)Population Density: Landscan (2012)
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Evans School Policy Analysis & Research Group (EPAR)
*Data Source: Coverage Data Provided by GSMA
Coverage Trends
Tanzania
60% 60%62%
75%
24%
42% 42%44%
0%
10%
20%
30%
40%
50%
60%
70%
80%
2008 2009 2010 2011 2012 2013
Perc
enta
ge o
f Po
pula
tion
Cov
ered
Network Coverage in Tanzania by % of Population
Tigo (Millicom)
Vodacom
Zantel (Etisalat)
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Evans School Policy Analysis & Research Group (EPAR)
Uganda0.1% of the world’s uncovered live here
• 3% of the population lives outside of mobile coverage
• Over 1 million people
• Rural Population: 88.5%• 3.4% of the rural
population lives outsideof mobile coverage.
• Urban Population: 11.5%• 0% of the urban
population lives outsideof mobile coverage.
Key Findings
Data Sources: Coverage Data: GSMA and Collins Bartholomew (2012)Population Density: Landscan (2012)
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Evans School Policy Analysis & Research Group (EPAR)
Global Snapshot of Mobile Coverage
Regional Snapshots of Mobile Coverage
National Snapshots of Mobile Coverage
Mobile Adoption and Usage
Conclusion & Data Sources
AGENDA
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Evans School Policy Analysis & Research Group (EPAR)
Projection
Subscriber penetration rates are expected to exceed 40 and 50 percent by 2018 in Sub-Saharan Africa and Asia, respectively.
*Data Source: Subscriber Penetration Data Provided by GSMA
45.58%
36.09%
0.00%
10.00%
20.00%
30.00%
40.00%
50.00%
60.00%
Q4
2009
Q4
2010
Q4
2011
Q4
2012
Q4
2013
Q4
2014
Q4
2015
Q4
2016
Q4
2017
Quarterly Subscriber Penetration (% Population)*
Asia Pacific Sub-Saharan Africa
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Evans School Policy Analysis & Research Group (EPAR)
647,956,980
346,678,537
0
100
200
300
400
500
600
700
800
900
1,000
Q4
2013
Q4
2014
Q4
2015
Q4
2016
Q4
2017
Q4
2018
Mill
ions
Quarterly Total and Prepaid Connections, Sub-Saharan Africa*
Sub-Saharan Africa Total Connections Sub-Saharan Africa Prepaid Connections
Projection
Prepaid connections drive over half of all connection growth in Sub Saharan Africa.
*Data Source: Total & Prepaid Connections Data Provided by GSMA
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Evans School Policy Analysis & Research Group (EPAR)
Prepaid connections drive over half of all connection growth in South and Southeast Asia and are projected to comprise nearly ¾ by 2018.
2,063,625,181
1,221,111,577
0
500
1,000
1,500
2,000
2,500
3,000
Q1
2013
Q4
2013
Q4
2014
Q4
2015
Q4
2016
Q4
2017
Q4
2018
Mill
ions
Quarterly Total and Prepaid Connections, South and Southeast Asia*
SE and South Asia Total Connections
SE and South Asia Prepaid Connections
Projection
*Data Source: Total & Prepaid Connections Data Provided by GSMA
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Evans School Policy Analysis & Research Group (EPAR)
[0,50](50,70](70,80](80,90](90,100]No data
Household Mobile Phone Penetration, by Economy
Africa has the lowest household mobile phone penetration rates according to a 2012 Gallup World Poll
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Evans School Policy Analysis & Research Group (EPAR)
Household Mobile Ownership Rates
in Africa*
According to the most recently reported ITU data, eight African countries have less than 50% household mobile ownership rates: Tanzania, Sierra Leone, Rwanda, Niger, Malawi, Madagascar, Liberia, Djibouti
*International Telecommunication Union; Data is from most recent year reported; ranges from 2010-2012
Percentage of Households with Mobile Coverage
Countries with less than 50% of Households with Mobile Coverage
75.7
81.0
28.9
93.5
57.0
63.2
43.2
26.3
36.3
90.8
99.4
31.9
59.7
40.3
92.0
89.3
28.1
85.8
28.1
91.6
62.2
0.0 20.0 40.0 60.0 80.0 100.0
Cape Verde
Congo
Djibouti
Egypt
Ghana
Kenya
Liberia
Madagascar
Malawi
Mauritius
Morocco
Niger
Nigeria
Rwanda
Senegal
Seychelles
Sierra Leone
South Africa
Tanzania
Tunisia
Zimbabwe
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Evans School Policy Analysis & Research Group (EPAR)
*Data Source: Gallup World Poll Data, 2013
The gap in household phone ownership averaged 25% between the richest and poorest quintiles in Africa in 2013, with a high of 60%
(Angola), and low of 1% (Morocco).
0%
20%
40%
60%
80%
100%
Household Mobile Phone Ownership by Wealth Quintile, Africa*
Poorest 20% Wealthiest 20%
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Evans School Policy Analysis & Research Group (EPAR)
*Data Source: Gallup World Poll Data, 2013
0%
20%
40%
60%
80%
100%
Household Mobile Phone Ownership by Wealth Quintile, Asia*
Poorest 20% Richest 20%
Gaps in mobile phone ownership between the richest and poorest quintiles are generally lower in Asia than in Africa. The gap averaged 11% in Asia in
2013, with a high of 54% (Myanmar), and low of 2% (Thailand).
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Evans School Policy Analysis & Research Group (EPAR)
Innovative shared phone-use systems are emerging to provide broader mobile phone access, including:1
• Grameen Bank’s “Village Phone” which reports serving over 100,000 villages.1
• Franchise shops, “grey market ladies,” and pay-for-use phone shops.2
1. Donner, J. (2008). Research Approaches to Mobile Use in the Developing World: A Review of the Literature. The Information Society 24(3). 140-159. 2. Skuse, A., Cousins, T. (2007). Managing distance: The social dynamics of rural telecommunications access and use in the Eastern Cape3. Vodaphone (2005) Africa: The impact of mobile phones. Vodafone Policy Paper Number 2. March 2005. Photo Credit: Grameen Bank
Vodafone reports suggest that in a typical developing country, an increase of 10 mobile phones per 100 people increases GDP growth by 6%.3
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Evans School Policy Analysis & Research Group (EPAR)
0%
20%
40%
60%
80%
100%
Mobile Phone Ownership by Gender, Africa*
Male Female
The male-female gap in mobile phone ownership in Africa averaged 6% in 2013, with a high of 11% (Rwanda), and a low of -4% (Kenya), meaning
that more females than males own phones in Kenya.
*Data Source: Gallup World Poll Data, 2013
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Evans School Policy Analysis & Research Group (EPAR)
Data from the Gallup 2013 World Poll does not suggest a large gap in phone ownership by gender in Asia.
*Data Source: Gallup World Poll Data, 2013
0%
20%
40%
60%
80%
100%
Mobile Phone Ownership by Gender, Asia*
Male Female
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Evans School Policy Analysis & Research Group (EPAR)
In Rwanda, women are more likely to use a shared phone than men.1
In Mumbai, in poorer households that own a single mobile phone, men are more likely to be in possession of this phone.2
In Africa, male and female phone usage patterns appear similar.3
1. Blumenstock, J., Eagle, N. (2007). Mobile Divides: Gender, Socioeconomic Status, and Mobile Phone Use in Rwanda. Proceedings of the 4th IEEE/ACM International Conference on Information and Communication Technologies.
2. Babarm., Shaw, J., Viczany, M. (2012). Mobile Phone Access and Usage Among Female Micro-Entrepreneurs in Bombay City Today. 3. Scott, N. (2004). The Use of Telephones Amongst the Poor in Africa: Some Gender Implications. Gender, Technology, and Development. Vol 8: 1850207.
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Evans School Policy Analysis & Research Group (EPAR)
*Data Source: Gallup World Poll Data, 2013
0%
20%
40%
60%
80%
100%
Rural-Urban Mobile Phone Ownership, Africa*
Urban Rural
The gap in rural-urban household phone ownership averaged 25% in Africa in 2013, with a high of 50% (Angola), and low of -1% (Jordan).
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Evans School Policy Analysis & Research Group (EPAR)
*Data Source: Gallup World Poll Data, 2013
The gap in rural-urban household phone ownership averaged 12% in Asia in 2013, with a high of 54% (Myanmar), and low of 0% (Thailand).
0%
20%
40%
60%
80%
100%
Rural-Urban Mobile Phone Ownership, Asia*
Urban Rural
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Evans School Policy Analysis & Research Group (EPAR)
Global Snapshot of Mobile Coverage
Regional Snapshots of Mobile Coverage
National Snapshots of Mobile Coverage
Mobile Adoption and Usage
Conclusion & Data Sources
AGENDA
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Evans School Policy Analysis & Research Group (EPAR)
CONCLUSION
The poor and rural have lower handset ownership rates; the rural-urban gap is larger in Africa than in Asia.2
Conclusions
Gender disparities in handset ownership appear relatively small, although are larger in Africa than in Asia.2
Coverage is unlikely to reach areas that are far from electrical grids, have low population and road densities, and/or difficult geographies.1
Coverage
Adoption: Access for the Rural
Poor
Adoption: Access by Gender
1. Aker, J. (2008). Mobile Phones and Economic Development in Africa. The Journal of Economic Perspectives. Vol 23(8). 2. Gallup World Poll Data, 2013
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Evans School Policy Analysis & Research Group (EPAR)
GSMA Intelligence: Provides mobile operator data, analysis and forecasts, and metrics for industry customers. Data includes over 13 million individual data points (updated daily), metrics on the performance of 1,140 operators and 1,153 MVNOs across 3,505 networks, 65 groups, and 236 countries worldwide.1 Although these data are the best available, there are shortcomings particularly with coverage data. Data are self-reported by the mobile network provider and do not capture all providers, but only those who choose to submit their data.
Gallup: Gallup World Polls conduct in-person interviews in developing countries. Samples are probability based and nationally representative of the resident population aged 15 and older. Survey samples are collected using an area frame design and stratified by population size and/or geography, clustering is achieved through one or more stages of sampling. Where population information is available, sample selection is based on probabilities proportional to population size; otherwise, Gallup uses simple random sampling. The coverage area for polls is the entire country, including rural areas, with some safety exceptions. Respondents are selected randomly by using either the latest birthday or Kish grid method. In some Middle East and Asian countries, gender-matched interviewing is required, and probability sampling with quotas is implemented during the final stage of selection.2
1. GSMA Intelligence website: https://gsmaintelligence.com/about/#2. Gallup website: http://www.gallup.com/strategicconsulting/156923/worldwide-research-methodology.aspx
Data Sources
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Evans School Policy Analysis & Research Group (EPAR)
Global Rural-Urban Mapping Project, Version 1 (GRUMPv1):1 References to urban and rural in this presentation were based on the categorization by the GRUMPS dataset used in the creation of the maps. Urban and rural areas are 30 arc-second, 1 km grids that are distinguished by a combination of variables: population counts, settlement points, and the presence of nighttime lights. Urban refers to contiguous lighted cells OR approximate urban extents based on buffered settlement points for which the total population is greater than 5,000.
LandScan: LandScan is the most recent population density dataset available, and represents ambient population density rather than static or residential population density.
Collins Bartholomew: A private research organization that captures geographic data on mobile technology. Collins Bartholomew vector maps represent the geographic area covered by a 2G and 3G network that are available in ESRI shapefile format and WGS84 datum. This dataset is industry-reported and therefore depicts the best-case scenario of cell coverage.
1. Center for International Earth Science Information Network – CIESIN – Columbia University, International Food Policy ResearchInstitute – IFPRI, The World Bank, and Centro Interacional de Agricultura Tropical – CIAT, 2011. Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Urban Extents Grid. Palisades, NY: NASA Socioeconomic Data and Applications Center (SEDAC).
Data Sources